EGEOagents
Generative Engine Optimization skills for AI agents. Optimize content for ChatGPT, Perplexity, Claude, and Gemini.
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/learn @mverab/EGEOagentsQuality Score
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README
🌍 E-GEO
Generative Engine Optimization for AI-Powered Search
<p> <a href="LICENSE"><img src="https://img.shields.io/badge/License-MIT-blue.svg" alt="MIT License" /></a> <a href="https://github.com/mverab/eGEOagents/stargazers"><img src="https://img.shields.io/github/stars/mverab/eGEOagents?style=social" alt="GitHub Stars" /></a> <a href="https://github.com/mverab/eGEOagents/network/members"><img src="https://img.shields.io/github/forks/mverab/eGEOagents?style=social" alt="GitHub Forks" /></a> <a href="https://github.com/mverab/eGEOagents/issues"><img src="https://img.shields.io/github/issues/mverab/eGEOagents" alt="Issues" /></a> <a href="https://arxiv.org/abs/2511.20867"><img src="https://img.shields.io/badge/arXiv-2511.20867-b31b1b.svg" alt="Research Paper" /></a> </p> <p> <a href="https://claude.com/claude-code"><img src="https://img.shields.io/badge/Built%20with-Claude%20Code-8B5CF6?logo=anthropic" alt="Built with Claude Code" /></a> <a href="CONTRIBUTING.md#ai-transparency"><img src="https://img.shields.io/badge/🤖-AI--Assisted-blueviolet" alt="AI-Assisted" /></a> </p> <br /><br />🚀 One command. Premium results.<br /> Rank higher in ChatGPT, Perplexity, Claude, and Gemini.
📖 Docs • 🐛 Issues • 💬 Discussions • 📝 Research Paper
</div> <!-- AI TRANSPARENCY BADGE --> <p align="center"> <sub>🤖 <strong>AI-Assisted Development</strong> — <a href="CONTRIBUTING.md#ai-transparency">See what's AI-generated vs human-authored</a></sub> </p>
✨ What is E-GEO?
<table> <tr> <td width="60%">E-GEO is a zero-effort Generative Engine Optimization toolkit that transforms your website content to rank higher in AI-powered search engines.
Based on the E-GEO research paper, it applies the 10 universal features that consistently improve AI-engine rankings.
- ✅ No learning curve — One command to optimize
- ✅ Research-backed — Based on peer-reviewed findings
- ✅ Production-ready — Copy-paste optimized content
/geo https://yoursite.com/pricing
↓
geo-output/
├── report.md
├── optimized/
│ └── pricing.md
└── schema/
└── pricing.json
</td>
</tr>
</table>
🚀 Quick Start (3 Steps)
1. Install
Copy the .claude/ folder to your project:
cp -r /path/to/eGEOagents/.claude .
2. Activate
In Claude Code, switch to GEO mode:
/output-style geo-optimizer
3. Optimize
Run your first optimization:
/geo https://yoursite.com
🧩 Install as Skills (skills.sh)
Install the complete skill collection:
npx skills add https://github.com/mverab/eGEOagents
Install one skill only:
npx skills add https://github.com/mverab/eGEOagents --skill competitive-analysis
Validate parser discovery before shipping updates:
npx skills add https://github.com/mverab/eGEOagents --list
Verify indexing pages:
- Collection: skills.sh/mverab/egeoagents
- Owner: skills.sh/mverab
📋 Commands
| Command | What it does |
|---------|--------------|
| /geo <url> | Full pipeline - Analyze, rank, rewrite, schema |
| /geo:audit <url> | Analysis only, no changes |
| /geo:optimize <file> | Optimize local content file |
| /geo:batch <folder> | Process entire folder |
| /geo:report | Generate executive report |
| /geo:compete <query> | Competitive analysis |
📊 What You Get
After running /geo:
geo-output/
├── report.md # Executive summary + scores
├── analysis.json # Raw analysis data
├── optimized/
│ └── pricing.md # Rewritten content (ready to use)
├── schema/
│ └── pricing.json # JSON-LD markup (copy to site)
└── checklist.md # Step-by-step implementation
🎯 Results: Backed by Research
E-GEO is based on the E-GEO research paper (arXiv:2511.20867). The paper reports that competitive framing produces the strongest immediate lift, a universal optimization strategy outperforms common heuristics, and the 10 GEO features consistently appear in higher-ranking content.
| Feature | What E-GEO Does | |---------|-----------------| | Ranking Emphasis | Positions your content as the top choice | | User Intent | Directly answers what users are looking for | | Competitive Edge | Highlights your unique advantages | | Social Proof | Integrates trust signals and testimonials | | Authority | Establishes expert, confident tone | | Scannability | Structures for easy AI parsing |
Results vary by content quality and competition. See the paper for full methodology and findings: arXiv:2511.20867.
🆚 E-GEO vs Alternatives
| Feature | E-GEO | Traditional SEO | Manual GEO | |---------|-------|----------------|------------| | AI-Engine Optimized | ✅ Yes | ❌ No | ⚠️ Partial | | One-Command Setup | ✅ Yes | ❌ No | ❌ No | | Research-Based | ✅ Yes (paper) | ❌ Heuristics | ⚠️ Variable | | Output Quality | Premium | Basic | Variable | | Time to Results | Minutes | Months | Days | | Cost | Free | Expensive | Time-intensive | | Schema Generation | ✅ Auto | ❌ No | ⚠️ Manual | | Competitive Analysis | ✅ Built-in | ❌ No | ❌ No |
💎 Premium Output
E-GEO delivers outputs that look like they came from a $100M company:
┌─────────────────────────────────────────────────────────────┐
│ 🎯 GEO AUDIT REPORT │
├─────────────────────────────────────────────────────────────┤
│ URL: yoursite.com/pricing │
│ Score: 78/100 │
│ Ranking Potential: ████████░░ 78% │
├─────────────────────────────────────────────────────────────┤
│ │
│ ✅ STRENGTHS │
│ • Clear value proposition │
│ • Good content structure │
│ │
│ ⚠️ GAPS │
│ • Missing social proof → Add customer count │
│ • No urgency signals → Add limited-time offer │
│ │
│ 📈 PRIORITY ACTIONS │
│ 1. Add testimonials (+15 points) │
│ 2. Include pricing comparison (+10 points) │
│ 3. Add schema markup (+5 points) │
│ │
└─────────────────────────────────────────────────────────────┘
🤖 How It Works
<div align="center"> <!-- SYSTEM DIAGRAM --> <img src="assets/egeo-agents.png" alt="E-GEO Multi-Agent System" width="600" /> </div> <br />E-GEO uses 4 specialized AI agents orchestrated by Claude Code:
| Agent | What it does | Output |
|:------|:-------------|:-------|
| 🔍 Analyzer | Extracts content, scores GEO signals, identifies gaps | analysis.json |
| 📊 Ranker | Simulates AI-engine ranking, predicts positions | Baseline score |
| ✍️ Rewriter | Optimizes content while preserving brand voice | optimized/*.md |
| 🗂️ Indexer | Generates schema markup and technical assets | schema/*.json |
📁 What's Included
.claude/
├── CLAUDE.md # System knowledge base
├── output-styles/
│ └── geo-optimizer.md # Premium formatting mode
├── agents/
│ ├── geo-analyzer.md # Content analysis
│ ├── geo-rewriter.md # Content optimization
│ ├── geo-ranker.md # Ranking simulation
│ └── geo-indexer.md # Schema generation
├── skills/
│ ├── competitive-analysis/ # Auto-triggered competitor analysis
│ ├── content-scoring/ # Auto-triggered scoring
│ └── schema-generator/ # Auto-triggered schema
└── commands/
├── geo.md # Main command
├── geo-audit.md
├── geo-optimize.md
├── geo-batch.md
├── geo-report.md
└── geo-compete.md
🎁 Perfect For
<table> <tr> <td align="center" width="20%"> 🚀<br /><strong>SaaS Founders</strong><br /><sub>AI-engine traffic</sub> </td> <td align="center" width="20%"> 💼<br /><strong>B2B Marketers</strong><br /><sub>Landing pages</sub> </td> <td align="center" width="20%"> 🛍️<br /><strong>E-commerce</strong><br /><sub>Product descriptions</sub> </td> <td align="center" width="20%"> ✍️<br /><strong>Content Creators</strong><br /><sub>AI discoverability</sub> </td> <td align="center" width="20%"> 🏢<br /><strong>Agencies</strong><br /><sub>GEO services</sub> </td> </tr> </table>📚 Documentation
| Resource | Description | |:---------|:------------| | 📖 Getting Started | Step-by-step tutorial | | ⚙️ How It Works | Technical deep dive | | ❓ FAQ | Common questions answered | | 🧩 skills.sh Playbook | Listing, ranking, and metadata checklist | | 📝 Usage Guide | Complete command reference | | 📝 Research Paper | The science behind E-GEO |
🤝 Contributing
We welcome contributions! Please see CONTRIBUTING.md for guidelines.
Quick ways to contribute:
- Report bugs via issues
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